{"id":"W2795716539","doi":"10.1007/978-3-319-71461-5_4","title":"A Framework for Understanding the Politics of Science (Core Tenet #2)","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Academic Research and Education Studies","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Politics; Core (optical fiber); Epistemology; Process (computing); Value (mathematics); Hard core; Political science; Sociology; Management science; Social science; Computer science; Engineering; Physics; Law; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005452377,0.0001168523,0.0001353793,0.000047709,0.0005695429,0.00002012929,0.0005632042,0.0001208445,0.003585204],"category_scores_gemma":[0.0002626135,0.0000687022,0.00005948873,0.00007336355,0.006120315,0.00006344376,0.0003634904,0.0002075242,0.0001683199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003865889,"about_ca_system_score_gemma":0.00009400499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002468443,"about_ca_topic_score_gemma":0.000007780906,"domain_scores_codex":[0.9986961,0.000002537497,0.0001781223,0.0002527721,0.0005415939,0.0003288175],"domain_scores_gemma":[0.9991634,0.0003075359,0.0001122404,0.000287753,0.00003252625,0.00009650546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003240539,0.000003126996,0.0002914474,0.000009234322,0.00001205431,5.541098e-8,0.0008975553,0.000001410068,0.0000209535,0.9102368,0.08838295,0.0001411441],"study_design_scores_gemma":[0.00002699405,0.00004780458,0.0001156741,0.00003847144,0.00001012161,9.704476e-7,0.001626348,0.00003704513,0.00004412425,0.9086649,0.0893029,0.00008468326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002753893,0.0001251878,0.04003585,0.001437913,0.0002517673,0.0004311019,0.0000254387,0.00001415556,0.9574032],"genre_scores_gemma":[0.07853121,0.0002717898,0.009899668,0.0007093202,0.0004723243,0.0000229792,0.00000294022,0.00002548811,0.9100643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07825582,"threshold_uncertainty_score":0.9973257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2182340958381928,"score_gpt":0.3838052761681455,"score_spread":0.1655711803299527,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}